{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "梯度下降解最小二乘"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "m = 20\n",
    "b_true, w_true = 2, 0.5\n",
    "x = np.linspace(-1, 1, m)\n",
    "y = b_true + w_true * x\n",
    "\n",
    "\n",
    "def cost_func(b, w):\n",
    "    b = np.atleast_3d(np.asarray(b))\n",
    "    w = np.atleast_3d(np.asarray(w))\n",
    "    return np.average((y-hypothesis(x, b, w))**2, axis=2)/2\n",
    "\n",
    "\n",
    "def hypothesis(x, b, w):\n",
    "    return b + w * x\n",
    "\n",
    "\n",
    "with plt.style.context('Solarize_Light2'):\n",
    "    fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n",
    "    ax[0].scatter(x, y, marker='x', s=40)\n",
    "\n",
    "    # First construct a grid of (b, w) parameter pairs and their corresponding cost function values.\n",
    "    b_grid = np.linspace(-1, 4, 101)\n",
    "    w_grid = np.linspace(-5, 5, 101)\n",
    "    J_grid = cost_func(b_grid[np.newaxis, :, np.newaxis],\n",
    "                       w_grid[:, np.newaxis, np.newaxis])\n",
    "\n",
    "    # A labeled contour plot for the RHS cost function\n",
    "    X, Y = np.meshgrid(b_grid, w_grid)\n",
    "    contours = ax[1].contour(X, Y, J_grid, 30)\n",
    "    ax[1].clabel(contours)\n",
    "    # The target parameter values indicated on the cost function contour plot\n",
    "    ax[1].scatter([b_true]*2, [w_true]*2, s=[50, 10])\n",
    "\n",
    "    # Take N steps with learning rate alpha down the steepest gradient, starting at (b, w) = (0, 0).\n",
    "    N = 5\n",
    "    alpha = 0.5\n",
    "    theta = [np.array((0, 0))]\n",
    "    J = [cost_func(*theta[0])[0]]\n",
    "    for j in range(N-1):\n",
    "        last_theta = theta[-1]\n",
    "        this_theta = np.empty((2,))\n",
    "        this_theta[0] = last_theta[0] - alpha / m * np.sum((hypothesis(x, *last_theta) - y))\n",
    "        this_theta[1] = last_theta[1] - alpha / m * np.sum((hypothesis(x, *last_theta) - y) * x)\n",
    "        theta.append(this_theta)\n",
    "        J.append(cost_func(*this_theta))\n",
    "\n",
    "    # Annotate the cost function plot with coloured points indicating the\n",
    "    # parameters chosen and red arrows indicating the steps down the gradient.\n",
    "    # Also plot the fit function on the LHS data plot in a matching colour.\n",
    "    # colors = ['#dc322f', '#859900', '#268bd2', '#d33682', '#cb4b16']\n",
    "    ax[0].plot(x, hypothesis(x, *theta[0]), lw=2, label=r'$b = {:.3f}, w = {:.3f}$'.format(*theta[0]))\n",
    "    for j in range(1, N):\n",
    "        ax[1].annotate('', xy=theta[j], xytext=theta[j-1],\n",
    "                       arrowprops={'arrowstyle': '->', 'lw': 2},\n",
    "                       va='center', ha='center')\n",
    "        ax[0].plot(x, hypothesis(x, *theta[j]), lw=2,\n",
    "                   label=r'$b = {:.3f}, w = {:.3f}$'.format(*theta[j]))\n",
    "    ax[1].scatter(*zip(*theta), s=40, lw=0)\n",
    "\n",
    "    # Labels, titles and a legend.\n",
    "    ax[1].set_xlabel(r'$b$')\n",
    "    ax[1].set_ylabel(r'$w$')\n",
    "    # ax[1].set_title('Cost function')\n",
    "    ax[0].set_xlabel(r'$x$')\n",
    "    ax[0].set_ylabel(r'$y$')\n",
    "    # ax[0].set_title('Data and fit')\n",
    "    axbox = ax[0].get_position()\n",
    "    # Position the legend by hand so that it doesn't cover up any of the lines.\n",
    "    ax[0].legend(loc=(axbox.x0+0.5*axbox.width, axbox.y0+0.1*axbox.height), fontsize='small')\n",
    "\n",
    "plt.savefig('gradient-descent.svg', transparent=True)\n",
    "plt.show()\n"
   ]
  }
 ],
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